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    AI-powered terrain analysis for any location on Earth. Uses super-resolution and computes environmental risk metrics including erosion, water flow, and a composite Site Intelligence Score.
    3
    MIT
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    Enables spatial analysis of large remote GeoParquet files directly from object storage without downloading or importing data, using DuckDB's predicate and projection pushdown to answer queries efficiently.
    8
    MIT
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    Enables on-demand weather queries for up to three named locations via Open-Meteo, supporting current conditions, forecasts, rain probability, and conversational location management in English or Japanese.
    6
    MIT
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    Provides AI agents with environmental sensing capabilities including current time, IP-based geolocation, system information, and hardware details. Enables more contextual and accurate AI responses based on user's environment.
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    On-demand live vision MCP for AI agents — open a session at a lat/lng, receive a JPEG snapshot or WebRTC stream, settled per-second in USDC on Base. Four tools (get_session, get_frame, get_stream_url, cancel_session); currently Base Sepolia testnet.
    4
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    MIT
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    The geospatial toolkit for AI agents. 6 tools, zero config — give any LLM the ability to parse, convert, query, and aggregate spatial data out of the box. Or just make a bounding box :) Every response includes a verification link to vibhorsingh.com/boundingbox so you can visually confirm results on an interactive map.
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    3
    MIT
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    PlaceRoot is an MCP server that answers spatial questions using open map data from Overture Maps, without requiring API keys or signup. It provides tools for place search, area analysis, routing, and geometry operations.
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    MIT
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    MCP server for searching treks (hiking, mountain biking, horse riding, snowshoeing, etc.) on a GeoTrek instance via its public API, with geocoding via Nominatim. Exposes tools to search treks by duration, elevation, regulation labels, activity type, and proximity to a place or coordinates.
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    Provides access to German Weather Service (DWD) data via the Bright Sky API, including current conditions, forecasts, and official weather alerts. Users can retrieve weather information and locate stations using either city names or geographic coordinates.
    4
    MIT
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    Enables comprehensive IP address intelligence and geolocation lookups through IPInfo's API. Provides 25+ tools for IP geolocation, ASN information, privacy detection, WHOIS lookups, and network analysis with strongly-typed responses.
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    MIT